01
Baseline
Start with a working system you can observe instead of optimizing an idea in the abstract.
Applied AI research course
Founding Student Early Access
Data-Driven AI Engineering
Build AI systems that improve from evidence.
A hands-on path for software engineers, data engineers, and data scientists who want practical experience building reliable AI systems.
Build a working baseline, measure real behavior, improve from failure data, and ship a reliable system—through connected projects and feedback on the work you submit.
Start the first lessons free Create an account and complete the first two lessons free.
The method
02
Evaluate
Measure real behavior with datasets, metrics, and automated assignment feedback.
03
Improve
Use failure data to guide experiments, prompt programs, and systematic optimization.
04
Ship
Turn the improved system into reliable, testable software that can evolve safely.
Who it is for
For builders who want more than a demo
The course is designed for software engineers, data engineers, and data scientists who want practical experience with the full improvement loop—from a measurable baseline to an optimized, reliable system.
Start the first lessons